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Domain-native AI software systems, built to fit.

We design and build software systems for regulated, technical industries — we engineer them around how your team already works, instead of bending your team to fit a generic tool. A Silicon Valley engineering team, deployed for clients operating globally.

Laboratory at night, lit by instrument displays
Photo: Unsplash
Fluorescence microscopy of cells
Photo: Unsplash
Laboratory glassware and research equipment
Photo: Unsplash
Microscope set up for imaging
Photo: Unsplash
Researcher working at a microscope
Photo: Unsplash

Shipped in production

Systems we’ve built and deployed.

In cancer-research labs, FDA-regulated pharmaceutical teams and overseas retail, for clients in the United States, Canada and beyond.

FluorocellAI segmentation output: fluorescent cell nuclei, each outlined by an automatically detected boundary

Life sciences · Computer vision

FluorocellAI

3–4 days of manual cell review → a same-day first pass

Automated segmentation, counting and QC for cancer-research labs, with an audit trail behind every result and no change to how the lab prepares its slides.

ComplianceCall dashboard: compliance audit readiness by framework, vulnerability response and security operations panels

Pharma · Regulatory compliance

ComplianceCall

A continuously auditable record, instead of reconstructing history at audit time

Benchmarks pharmaceutical development against current federal regulation and tracks what each chemical's hazard category used to be, and why it changed.

Yashara storefront: handcrafted, ethically sourced clothing from South East Asia

Retail & wholesale · Agents and monitoring

Yashara

Inventory and quality issues flagged before they reach a customer

For an ethically-sourced goods retailer operating overseas: AI monitoring across the catalog, plus an AI layer that handles large wholesale accounts and escalates exceptions to a person.

We build domain-native software systems for many industries — reach out if you’re seeking AI development services.

Domain-Native: Integrated into your Workflows

For cell researchers, FluorocellAI turned a 3–4 day manual review into a same-day first pass — because the system is built around how a lab already works, not the other way around.

Unique wedge

Domain-native Practitioner-validated

We build domain-native software, and the working scientists and compliance professionals who use it validate it — we don't adapt generic enterprise technology after the fact for the lab.

Proprietary data

Microscopy Regulatory precedent

Every deployment adds annotated microscopy data and mapped regulatory precedent across FDA — a compounding dataset a generic tool cannot replicate.

Compliance by design

Audit trail FDA

We build full audit-trail transparency into every Symnexus platform by design, rather than bolt it on — critical trust infrastructure for customers operating under FDA and other regulatory bodies.

Latest Research

FluorocellAI, in a cancer-research lab.

Case Study

A cancer-research lab's cell-analysis workflow, before and after FluorocellAI. FluorocellAI compresses manual review of cells from a week of manual cross-referencing to a same-day first pass.

Leadership

DR
Dhilip Raman Chief Executive Officer
JR
Jacob Matthew Rajesh Chief Technical Officer

Silicon Valley engineers from NXP Semiconductors, Zoom, Amazon, and ServiceNow, plus Berkeley- and Stanford-trained researchers.

Meet the team

We build new, innovative AI products for businesses around the world.

The people who build the product run your demonstration and build it around your workflow.